
% Table generated with cell2latex.m  on  13-Jan-2022 01:59:58

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\caption{RD Estimates of Platform Pop-Up Effects on Enrolled School Outcomes by Applicant's Socioeconomic Status\label{tab:RDpopup-enrolledOutcomes-vul}}
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  &\multicolumn{1}{c}{(1)} &\multicolumn{1}{c}{(2)} &\multicolumn{1}{c}{(3)} &\multicolumn{1}{c}{ } &\multicolumn{1}{c}{(4)} &\multicolumn{1}{c}{(5)} &\multicolumn{1}{c}{(6)}\\
 &\multicolumn{3}{c}{Economically Vulnerable} &\multicolumn{1}{c}{ }&\multicolumn{3}{c}{Not Economically Vulnerable}\\\cline{2-4}\cline{6-8}
  &\multicolumn{1}{c}{} &\multicolumn{1}{c}{IV} &\multicolumn{1}{c}{$E[Y|X=0.3^{-}]$} &\multicolumn{1}{c}{ } &\multicolumn{1}{c}{} &\multicolumn{1}{c}{IV} &\multicolumn{1}{c}{$E[Y|X=0.3^{-}]$}\\\midrule

\\
\multicolumn{8}{l}{\textit{A. First stage and enrollment}} \\
Add any  & 0.227 &  & 0.216 &   & 0.209 &  & 0.187 \\ 
  & (0.015) &  &  &   & (0.012) &  &  \\ 
Enrolled  & -0.009 &  & 0.979 &   & -0.001 &  & 0.956 \\ 
  & (0.005) &  &  &   & (0.006) &  &  \\ 
Have value added measure$|$grade$\leq$8  & 0.061 &  & 0.730 &   & -0.015 &  & 0.769 \\ 
  & (0.017) &  &  &   & (0.013) &  &  \\ 
\\
\multicolumn{8}{l}{\textit{B. Attributes of enrolled school}} \\
Distance (km)  & -0.043 & -0.214 & 3.294 &   & 0.112 & 0.516 & 2.841 \\ 
  & (0.466) & (2.345) &  &   & (0.281) & (1.292) &  \\ 
Value added$|$grade$\leq$8  & 0.001 & 0.006 & 0.103 &   & 0.034 & 0.151 & 0.160 \\ 
  & (0.018) & (0.091) &  &   & (0.014) & (0.061) &  \\ 
Per teacher spending (1000USD)  & 1.202 & 5.992 & 30.224 &   & 0.519 & 2.361 & 30.926 \\ 
  & (0.358) & (1.855) &  &   & (0.289) & (1.327) &  \\ 
Per student spending (1000USD)  & 0.001 & 0.005 & 2.252 &   & 0.002 & 0.008 & 2.240 \\ 
  & (0.022) & (0.112) &  &   & (0.020) & (0.091) &  \\ 
With copayment fee  & 0.054 & 0.240 & 0.220 &   & 0.017 & 0.080 & 0.326 \\ 
  & (0.013) & (0.061) &  &   & (0.013) & (0.062) &  \\ 
School monthly fee (USD)  & 3.925 & 17.390 & 15.534 &   & 0.507 & 2.378 & 26.851 \\ 
  & (1.043) & (4.794) &  &   & (1.202) & (5.639) &  \\ 
Share of vulnerable students  & -0.009 & -0.040 & 0.604 &   & -0.004 & -0.018 & 0.539 \\ 
  & (0.004) & (0.018) &  &   & (0.004) & (0.018) &  \\ 
Total enrollment per grade  & 14.382 & 63.825 & 104.184 &   & 4.702 & 21.964 & 94.904 \\ 
  & (2.758) & (12.771) &  &   & (2.193) & (10.347) &  \\ 
   &   &   &   &   &   &   &   \\ 
NL  & 8,629 & 8,629 &  &   & 10,921 & 10,921 &  \\ 
%  &  &  &  &   &  &  &  \\ 
NR  & 8,439 & 8,439 &  &   & 11,783 & 11,783 &  \\ 
%  &  &  &  &   &  &  &  \\ 
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\floatfoot{\footnotesize
\textit{Notes. }Local linear RD estimates of popup effects from warning popup on application platform. Computed using triangular kernel with bandwidth 0.1. Heteroskedasticity-robust nearest neighbor variance estimator with minimum of 3 neighbors reported in parentheses; computed as in \citet{calonico2014robust}. We report estimates split by whether students are economically vulnerable or not.  IV estimates in columns 2 and 5 report instrumental variable specifications where the endogenous regressor is the ``add any school'' indicator. Columns 3 and 6 report below-cutoff means of the variable listed in the row in the analysis sample. Sample for value added outcomes is restricted to grades eight and below. Reported sample sizes are counts of enrolling students. See section \ref{sec:schoolXRD} for discussion and Online Appendix \ref{sec:schoolattappendix} for detailed variable definitions.
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